Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	536634
Missing cells	2471290
Missing cells (%)	21.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	82.4 MiB
Average record size in memory	161.0 B

Variable types

Numeric	17
DateTime	1
Categorical	2
Boolean	1

Alerts

`fuel_price` is highly overall correlated with `year`	High correlation
`lag1_weekly_sales` is highly overall correlated with `rolling_avg_4weeks` and 1 other fields	High correlation
`markdown1` is highly overall correlated with `markdown4` and 1 other fields	High correlation
`markdown4` is highly overall correlated with `markdown1`	High correlation
`markdown5` is highly overall correlated with `markdown1` and 1 other fields	High correlation
`month` is highly overall correlated with `week`	High correlation
`rolling_avg_4weeks` is highly overall correlated with `lag1_weekly_sales` and 1 other fields	High correlation
`size` is highly overall correlated with `markdown5` and 1 other fields	High correlation
`store` is highly overall correlated with `type`	High correlation
`type` is highly overall correlated with `size` and 1 other fields	High correlation
`week` is highly overall correlated with `month`	High correlation
`weekly_sales` is highly overall correlated with `lag1_weekly_sales` and 1 other fields	High correlation
`year` is highly overall correlated with `fuel_price`	High correlation
`isholiday` is highly imbalanced (69.2%)	Imbalance
`temperature` has 115064 (21.4%) missing values	Missing
`fuel_price` has 115064 (21.4%) missing values	Missing
`markdown1` has 385953 (71.9%) missing values	Missing
`markdown2` has 425386 (79.3%) missing values	Missing
`markdown3` has 399543 (74.5%) missing values	Missing
`markdown4` has 401667 (74.8%) missing values	Missing
`markdown5` has 385202 (71.8%) missing values	Missing
`type` has 115064 (21.4%) missing values	Missing
`size` has 115064 (21.4%) missing values	Missing
`rolling_avg_4weeks` has 9941 (1.9%) missing values	Missing
`weekly_sales` has 116422 (21.7%) zeros	Zeros
`lag1_weekly_sales` has 113228 (21.1%) zeros	Zeros
`rolling_avg_4weeks` has 105744 (19.7%) zeros	Zeros

Reproduction

Analysis started	2025-03-22 05:18:39.023961
Analysis finished	2025-03-22 05:20:16.418228
Duration	1 minute and 37.39 seconds
Software version	ydata-profiling vv4.15.1
Download configuration	config.json

store
Real number (ℝ)

High correlation

Distinct	45
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.208621

Minimum	1
Maximum	45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11
median	22
Q3	33
95-th percentile	43
Maximum	45
Range	44
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	12.79058
Coefficient of variation (CV)	0.57592862
Kurtosis	-1.1472033
Mean	22.208621
Median Absolute Deviation (MAD)	11
Skewness	0.077554812
Sum	11917901
Variance	163.59895
Monotonicity	Increasing

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
13	13310	2.5%
10	13097	2.4%
4	13075	2.4%
2	13035	2.4%
1	13027	2.4%
24	13018	2.4%
27	13016	2.4%
6	12999	2.4%
34	12991	2.4%
20	12988	2.4%
Other values (35)	406078	75.7%

Value	Count	Frequency (%)
1	13027	2.4%
2	13035	2.4%
3	11509	2.1%
4	13075	2.4%
5	11446	2.1%
6	12999	2.4%
7	12431	2.3%
8	12594	2.3%
9	11302	2.1%
10	13097	2.4%

Value	Count	Frequency (%)
45	12263	2.3%
44	9241	1.7%
43	8614	1.6%
42	8915	1.7%
41	12842	2.4%
40	12755	2.4%
39	12582	2.3%
38	9349	1.7%
37	9219	1.7%
36	7940	1.5%

dept
Real number (ℝ)

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.277301

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	18
median	37
Q3	74
95-th percentile	95
Maximum	99
Range	98
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	30.527358
Coefficient of variation (CV)	0.68945843
Kurtosis	-1.2174062
Mean	44.277301
Median Absolute Deviation (MAD)	23
Skewness	0.35914961
Sum	23760705
Variance	931.9196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8190	1.5%
16	8190	1.5%
92	8190	1.5%
38	8190	1.5%
40	8190	1.5%
2	8190	1.5%
82	8190	1.5%
46	8190	1.5%
95	8190	1.5%
81	8190	1.5%
Other values (71)	454734	84.7%

Value	Count	Frequency (%)
1	8190	1.5%
2	8190	1.5%
3	8190	1.5%
4	8190	1.5%
5	8085	1.5%
6	7563	1.4%
7	8190	1.5%
8	8190	1.5%
9	8108	1.5%
10	8190	1.5%

Value	Count	Frequency (%)
99	1475	0.3%
98	7468	1.4%
97	7994	1.5%
96	6204	1.2%
95	8190	1.5%
94	7149	1.3%
93	7551	1.4%
92	8190	1.5%
91	8190	1.5%
90	8190	1.5%

date
Date

Distinct	182
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

Minimum	2010-02-05 00:00:00
Maximum	2013-07-26 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

weekly_sales
Real number (ℝ)

High correlation Zeros

Distinct	358786
Distinct (%)	66.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12554.753

Minimum	0
Maximum	693099.36
Zeros	116422
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	49.8525
median	4118.755
Q3	15497.417
95-th percentile	54924.86
Maximum	693099.36
Range	693099.36
Interquartile range (IQR)	15447.565

Descriptive statistics

Standard deviation	21171.149
Coefficient of variation (CV)	1.6863055
Kurtosis	24.696187
Mean	12554.753
Median Absolute Deviation (MAD)	4118.755
Skewness	3.5610279
Sum	6.7373071 × 10⁹
Variance	4.4821754 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116422	21.7%
10	353	0.1%
5	289	0.1%
20	232	< 0.1%
15	215	< 0.1%
12	175	< 0.1%
1	169	< 0.1%
10.47	167	< 0.1%
11.97	154	< 0.1%
2	148	< 0.1%
Other values (358776)	418310	78.0%

Value	Count	Frequency (%)
0	116422	21.7%
0.01	33	< 0.1%
0.02	38	< 0.1%
0.03	13	< 0.1%
0.04	20	< 0.1%
0.05	9	< 0.1%
0.06	23	< 0.1%
0.07	12	< 0.1%
0.08	21	< 0.1%
0.09	3	< 0.1%

Value	Count	Frequency (%)
693099.36	1	< 0.1%
649770.18	1	< 0.1%
630999.19	1	< 0.1%
627962.93	1	< 0.1%
474330.1	1	< 0.1%
422306.25	1	< 0.1%
420586.57	1	< 0.1%
406988.63	1	< 0.1%
404245.03	1	< 0.1%
393705.2	1	< 0.1%

temperature
Real number (ℝ)

Missing

Distinct	3528
Distinct (%)	0.8%
Missing	115064
Missing (%)	21.4%
Infinite	0
Infinite (%)	0.0%
Mean	60.090059

Minimum	-2.06
Maximum	100.14
Zeros	0
Zeros (%)	0.0%
Negative	69
Negative (%)	< 0.1%
Memory size	4.1 MiB

Quantile statistics

Minimum	-2.06
5-th percentile	27.31
Q1	46.68
median	62.09
Q3	74.28
95-th percentile	87.27
Maximum	100.14
Range	102.2
Interquartile range (IQR)	27.6

Descriptive statistics

Standard deviation	18.447931
Coefficient of variation (CV)	0.30700471
Kurtosis	-0.63592198
Mean	60.090059
Median Absolute Deviation (MAD)	13.63
Skewness	-0.32140415
Sum	25332166
Variance	340.32616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.43	709	0.1%
67.87	646	0.1%
72.62	594	0.1%
76.67	583	0.1%
70.28	563	0.1%
76.03	555	0.1%
50.56	544	0.1%
64.05	542	0.1%
64.21	519	0.1%
50.81	487	0.1%
Other values (3518)	415828	77.5%
(Missing)	115064	21.4%

Value	Count	Frequency (%)
-2.06	69	< 0.1%
5.54	68	< 0.1%
6.23	69	< 0.1%
7.46	69	< 0.1%
9.51	70	< 0.1%
9.55	69	< 0.1%
10.09	66	< 0.1%
10.11	68	< 0.1%
10.24	69	< 0.1%
10.53	72	< 0.1%

Value	Count	Frequency (%)
100.14	44	< 0.1%
100.07	46	< 0.1%
99.66	48	< 0.1%
99.22	185	< 0.1%
99.2	46	< 0.1%
98.43	43	< 0.1%
98.15	47	< 0.1%
97.66	42	< 0.1%
97.6	48	< 0.1%
97.18	187	< 0.1%

fuel_price
Real number (ℝ)

High correlation Missing

Distinct	892
Distinct (%)	0.2%
Missing	115064
Missing (%)	21.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.3610265

Minimum	2.472
Maximum	4.468
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	2.472
5-th percentile	2.653
Q1	2.933
median	3.452
Q3	3.738
95-th percentile	4.029
Maximum	4.468
Range	1.996
Interquartile range (IQR)	0.805

Descriptive statistics

Standard deviation	0.45851454
Coefficient of variation (CV)	0.13642098
Kurtosis	-1.1854045
Mean	3.3610265
Median Absolute Deviation (MAD)	0.375
Skewness	-0.1049015
Sum	1416908
Variance	0.21023558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.638	2548	0.5%
3.63	2164	0.4%
2.771	1917	0.4%
3.891	1856	0.3%
3.594	1796	0.3%
3.524	1793	0.3%
3.523	1792	0.3%
2.72	1790	0.3%
3.666	1778	0.3%
2.78	1656	0.3%
Other values (882)	402480	75.0%
(Missing)	115064	21.4%

Value	Count	Frequency (%)
2.472	38	< 0.1%
2.513	45	< 0.1%
2.514	906	0.2%
2.52	39	< 0.1%
2.533	42	< 0.1%
2.539	37	< 0.1%
2.54	147	< 0.1%
2.542	45	< 0.1%
2.545	38	< 0.1%
2.548	902	0.2%

Value	Count	Frequency (%)
4.468	368	0.1%
4.449	358	0.1%
4.308	168	< 0.1%
4.301	360	0.1%
4.294	363	0.1%
4.293	192	< 0.1%
4.288	172	< 0.1%
4.282	173	< 0.1%
4.277	357	0.1%
4.273	366	0.1%

markdown1
Real number (ℝ)

High correlation Missing

Distinct	2277
Distinct (%)	1.5%
Missing	385953
Missing (%)	71.9%
Infinite	0
Infinite (%)	0.0%
Mean	7246.4202

Minimum	0.27
Maximum	88646.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0.27
5-th percentile	149.19
Q1	2240.27
median	5347.45
Q3	9210.9
95-th percentile	21801.35
Maximum	88646.76
Range	88646.49
Interquartile range (IQR)	6970.63

Descriptive statistics

Standard deviation	8291.2213
Coefficient of variation (CV)	1.1441817
Kurtosis	17.606263
Mean	7246.4202
Median Absolute Deviation (MAD)	3430.74
Skewness	3.3418447
Sum	1.0918978 × 10⁹
Variance	68744351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	102	< 0.1%
460.73	102	< 0.1%
175.64	93	< 0.1%
1282.42	75	< 0.1%
9264.48	75	< 0.1%
686.24	75	< 0.1%
5924.71	75	< 0.1%
1483.17	75	< 0.1%
3124.45	74	< 0.1%
6809.96	74	< 0.1%
Other values (2267)	149861	27.9%
(Missing)	385953	71.9%

Value	Count	Frequency (%)
0.27	51	< 0.1%
0.5	49	< 0.1%
1.5	102	< 0.1%
1.94	50	< 0.1%
2.12	52	< 0.1%
2.4	49	< 0.1%
2.42	50	< 0.1%
2.43	51	< 0.1%
2.8	50	< 0.1%
2.91	51	< 0.1%

Value	Count	Frequency (%)
88646.76	68	< 0.1%
78124.5	70	< 0.1%
75149.79	73	< 0.1%
65021.23	73	< 0.1%
62567.6	66	< 0.1%
62172.73	72	< 0.1%
60740.64	70	< 0.1%
60394.73	72	< 0.1%
58928.52	72	< 0.1%
56917.7	71	< 0.1%

markdown2
Real number (ℝ)

Missing

Distinct	1499
Distinct (%)	1.3%
Missing	425386
Missing (%)	79.3%
Infinite	0
Infinite (%)	0.0%
Mean	3334.6286

Minimum	-265.76
Maximum	104519.54
Zeros	207
Zeros (%)	< 0.1%
Negative	1311
Negative (%)	0.2%
Memory size	4.1 MiB

Quantile statistics

Minimum	-265.76
5-th percentile	1.95
Q1	41.6
median	192
Q3	1926.94
95-th percentile	16497.47
Maximum	104519.54
Range	104785.3
Interquartile range (IQR)	1885.34

Descriptive statistics

Standard deviation	9475.3573
Coefficient of variation (CV)	2.841503
Kurtosis	37.589561
Mean	3334.6286
Median Absolute Deviation (MAD)	184.73
Skewness	5.4412612
Sum	3.7097076 × 10⁸
Variance	89782396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.91	539	0.1%
3	493	0.1%
0.5	485	0.1%
1.5	471	0.1%
4	367	0.1%
6	365	0.1%
7.64	354	0.1%
3.82	353	0.1%
19	345	0.1%
5.73	345	0.1%
Other values (1489)	107131	20.0%
(Missing)	425386	79.3%

Value	Count	Frequency (%)
-265.76	71	< 0.1%
-192	72	< 0.1%
-20	72	< 0.1%
-10.98	60	< 0.1%
-10.5	143	< 0.1%
-9.98	68	< 0.1%
-9.94	62	< 0.1%
-7.6	69	< 0.1%
-7.01	69	< 0.1%
-6.69	69	< 0.1%

Value	Count	Frequency (%)
104519.54	72	< 0.1%
97740.99	73	< 0.1%
92523.94	73	< 0.1%
89121.94	74	< 0.1%
82881.16	73	< 0.1%
72413.71	72	< 0.1%
70574.85	71	< 0.1%
58804.91	69	< 0.1%
58046.41	71	< 0.1%
56106.2	72	< 0.1%

markdown3
Real number (ℝ)

Missing

Distinct	1662
Distinct (%)	1.2%
Missing	399543
Missing (%)	74.5%
Infinite	0
Infinite (%)	0.0%
Mean	1439.4214

Minimum	-29.1
Maximum	141630.61
Zeros	67
Zeros (%)	< 0.1%
Negative	257
Negative (%)	< 0.1%
Memory size	4.1 MiB

Quantile statistics

Minimum	-29.1
5-th percentile	0.65
Q1	5.08
median	24.6
Q3	103.99
95-th percentile	1059.9
Maximum	141630.61
Range	141659.71
Interquartile range (IQR)	98.91

Descriptive statistics

Standard deviation	9623.0783
Coefficient of variation (CV)	6.6853796
Kurtosis	77.687772
Mean	1439.4214
Median Absolute Deviation (MAD)	22.6
Skewness	8.399453
Sum	1.9733172 × 10⁸
Variance	92603636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	754	0.1%
6	710	0.1%
2	660	0.1%
1	611	0.1%
0.22	487	0.1%
0.5	463	0.1%
0.01	444	0.1%
4	439	0.1%
3.2	379	0.1%
1.98	363	0.1%
Other values (1652)	131781	24.6%
(Missing)	399543	74.5%

Value	Count	Frequency (%)
-29.1	72	< 0.1%
-1	70	< 0.1%
-0.87	46	< 0.1%
-0.2	69	< 0.1%
0	67	< 0.1%
0.01	444	0.1%
0.02	124	< 0.1%
0.04	241	< 0.1%
0.05	71	< 0.1%
0.06	205	< 0.1%

Value	Count	Frequency (%)
141630.61	74	< 0.1%
109030.75	75	< 0.1%
103991.94	72	< 0.1%
101378.79	73	< 0.1%
89402.64	71	< 0.1%
88805.58	72	< 0.1%
83340.33	74	< 0.1%
83192.81	74	< 0.1%
79621.2	72	< 0.1%
77451.26	73	< 0.1%

markdown4
Real number (ℝ)

High correlation Missing

Distinct	1944
Distinct (%)	1.4%
Missing	401667
Missing (%)	74.8%
Infinite	0
Infinite (%)	0.0%
Mean	3383.1683

Minimum	0.22
Maximum	67474.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0.22
5-th percentile	28.76
Q1	504.22
median	1481.31
Q3	3595.04
95-th percentile	12645.96
Maximum	67474.85
Range	67474.63
Interquartile range (IQR)	3090.82

Descriptive statistics

Standard deviation	6292.384
Coefficient of variation (CV)	1.8599087
Kurtosis	29.996815
Mean	3383.1683
Median Absolute Deviation (MAD)	1167.55
Skewness	4.8475
Sum	4.5661607 × 10⁸
Variance	39594097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	280	0.1%
4	200	< 0.1%
2	197	< 0.1%
3	146	< 0.1%
47	143	< 0.1%
67.72	142	< 0.1%
657.56	141	< 0.1%
17	141	< 0.1%
8	140	< 0.1%
1330.36	140	< 0.1%
Other values (1934)	133297	24.8%
(Missing)	401667	74.8%

Value	Count	Frequency (%)
0.22	57	< 0.1%
0.41	52	< 0.1%
0.46	48	< 0.1%
0.78	52	< 0.1%
0.87	49	< 0.1%
0.92	45	< 0.1%
1.5	55	< 0.1%
1.88	48	< 0.1%
1.98	44	< 0.1%
2	197	< 0.1%

Value	Count	Frequency (%)
67474.85	72	< 0.1%
57817.56	74	< 0.1%
57815.43	68	< 0.1%
53603.99	72	< 0.1%
52739.02	72	< 0.1%
48403.53	70	< 0.1%
48159.86	73	< 0.1%
48086.64	72	< 0.1%
47452.43	73	< 0.1%
46238.28	71	< 0.1%

markdown5
Real number (ℝ)

High correlation Missing

Distinct	2293
Distinct (%)	1.5%
Missing	385202
Missing (%)	71.8%
Infinite	0
Infinite (%)	0.0%
Mean	4628.9751

Minimum	135.16
Maximum	108519.28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	135.16
5-th percentile	715.52
Q1	1878.44
median	3359.45
Q3	5563.8
95-th percentile	11269.24
Maximum	108519.28
Range	108384.12
Interquartile range (IQR)	3685.36

Descriptive statistics

Standard deviation	5962.8875
Coefficient of variation (CV)	1.2881658
Kurtosis	107.84927
Mean	4628.9751
Median Absolute Deviation (MAD)	1702.47
Skewness	8.1699095
Sum	7.0097495 × 10⁸
Variance	35556027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2743.18	136	< 0.1%
1064.56	120	< 0.1%
9083.54	75	< 0.1%
3567.03	75	< 0.1%
3557.67	75	< 0.1%
20371.02	75	< 0.1%
4180.29	75	< 0.1%
1773.53	74	< 0.1%
3932.94	74	< 0.1%
4464.45	74	< 0.1%
Other values (2283)	150579	28.1%
(Missing)	385202	71.8%

Value	Count	Frequency (%)
135.16	65	< 0.1%
153.04	47	< 0.1%
153.9	49	< 0.1%
164.08	52	< 0.1%
170.64	69	< 0.1%
171.76	71	< 0.1%
180.07	64	< 0.1%
212.75	50	< 0.1%
224.86	50	< 0.1%
227.12	48	< 0.1%

Value	Count	Frequency (%)
108519.28	68	< 0.1%
105223.11	70	< 0.1%
85851.87	68	< 0.1%
63005.58	69	< 0.1%
58068.14	69	< 0.1%
57029.78	68	< 0.1%
53212.72	70	< 0.1%
37581.27	70	< 0.1%
36430.33	71	< 0.1%
36360.42	72	< 0.1%

cpi
Real number (ℝ)

Distinct	2145
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	172.29408

Minimum	126.064
Maximum	227.23281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	126.064
5-th percentile	126.60506
Q1	132.15213
median	182.53209
Q3	214.19216
95-th percentile	223.71143
Maximum	227.23281
Range	101.16881
Interquartile range (IQR)	82.040028

Descriptive statistics

Standard deviation	39.624185
Coefficient of variation (CV)	0.22997995
Kurtosis	-1.8228877
Mean	172.29408
Median Absolute Deviation (MAD)	42.097336
Skewness	0.088032193
Sum	92458864
Variance	1570.076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
131.1930968	27712	5.2%
138.7281613	22235	4.1%
199.2195317	11075	2.1%
223.0783366	10381	1.9%
142.7624113	8191	1.5%
222.1136566	6600	1.2%
216.1515902	5597	1.0%
192.3088989	5467	1.0%
226.9873637	5363	1.0%
225.0686254	2860	0.5%
Other values (2135)	431153	80.3%

Value	Count	Frequency (%)
126.064	678	0.1%
126.0766452	679	0.1%
126.0854516	675	0.1%
126.0892903	682	0.1%
126.1019355	686	0.1%
126.1069032	681	0.1%
126.1119032	682	0.1%
126.114	687	0.1%
126.1145806	689	0.1%
126.1266	683	0.1%

Value	Count	Frequency (%)
227.2328068	2498	0.5%
227.214288	62	< 0.1%
227.1693919	63	< 0.1%
227.0369359	2769	0.5%
227.0184166	69	< 0.1%
226.9873637	5363	1.0%
226.9735448	69	< 0.1%
226.9688442	134	< 0.1%
226.9662325	63	< 0.1%
226.9239785	135	< 0.1%

unemployment
Real number (ℝ)

Distinct	349
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7427396

Minimum	3.879
Maximum	14.313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	3.879
5-th percentile	5.114
Q1	6.565
median	7.725
Q3	8.549
95-th percentile	10.641
Maximum	14.313
Range	10.434
Interquartile range (IQR)	1.984

Descriptive statistics

Standard deviation	1.8561704
Coefficient of variation (CV)	0.23973045
Kurtosis	2.4980059
Mean	7.7427396
Median Absolute Deviation (MAD)	0.942
Skewness	1.0252271
Sum	4155017.3
Variance	3.4453687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.17	11159	2.1%
10.199	8125	1.5%
6.228	7101	1.3%
7.992	6061	1.1%
7.293	6016	1.1%
4.145	6003	1.1%
7.557	5987	1.1%
8.839	5971	1.1%
8.667	5877	1.1%
6.034	5767	1.1%
Other values (339)	468567	87.3%

Value	Count	Frequency (%)
3.879	3090	0.6%
4.077	938	0.2%
4.125	1831	0.3%
4.145	6003	1.1%
4.156	1815	0.3%
4.261	1829	0.3%
4.308	935	0.2%
4.42	1855	0.3%
4.584	1988	0.4%
4.607	935	0.2%

Value	Count	Frequency (%)
14.313	2636	0.5%
14.18	2423	0.5%
14.099	2441	0.5%
14.021	2263	0.4%
13.975	1529	0.3%
13.736	2464	0.5%
13.503	2661	0.5%
12.89	2491	0.5%
12.187	2507	0.5%
11.627	2502	0.5%

type
Categorical

High correlation Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	115064
Missing (%)	21.4%
Memory size	4.1 MiB

A	215478
B	163495
C	42597

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	421570
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	215478	40.2%
B	163495	30.5%
C	42597	7.9%
(Missing)	115064	21.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	215478	51.1%
b	163495	38.8%
c	42597	10.1%

Most occurring characters

Value	Count	Frequency (%)
A	215478	51.1%
B	163495	38.8%
C	42597	10.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	421570	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	215478	51.1%
B	163495	38.8%
C	42597	10.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	421570	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	215478	51.1%
B	163495	38.8%
C	42597	10.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	421570	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	215478	51.1%
B	163495	38.8%
C	42597	10.1%

size
Real number (ℝ)

High correlation Missing

Distinct	40
Distinct (%)	< 0.1%
Missing	115064
Missing (%)	21.4%
Infinite	0
Infinite (%)	0.0%
Mean	136727.92

Minimum	34875
Maximum	219622
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	34875
5-th percentile	39690
Q1	93638
median	140167
Q3	202505
95-th percentile	206302
Maximum	219622
Range	184747
Interquartile range (IQR)	108867

Descriptive statistics

Standard deviation	60980.583
Coefficient of variation (CV)	0.44599951
Kurtosis	-1.2063459
Mean	136727.92
Median Absolute Deviation (MAD)	62140
Skewness	-0.32584977
Sum	5.7640387 × 10¹⁰
Variance	3.7186315 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
39690	20802	3.9%
39910	20597	3.8%
203819	20376	3.8%
219622	10474	2.0%
126512	10315	1.9%
205863	10272	1.9%
151315	10244	1.9%
202307	10238	1.9%
204184	10225	1.9%
158114	10224	1.9%
Other values (30)	287803	53.6%
(Missing)	115064	21.4%

Value	Count	Frequency (%)
34875	8999	1.7%
37392	9036	1.7%
39690	20802	3.9%
39910	20597	3.8%
41062	6751	1.3%
42988	7156	1.3%
57197	9443	1.8%
70713	9762	1.8%
93188	9864	1.8%
93638	9455	1.8%

Value	Count	Frequency (%)
219622	10474	2.0%
207499	10062	1.9%
206302	10113	1.9%
205863	10272	1.9%
204184	10225	1.9%
203819	20376	3.8%
203750	10142	1.9%
203742	10214	1.9%
203007	10202	1.9%
202505	10211	1.9%

isholiday
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	524.2 KiB

False	506973
True	29661

Value	Count	Frequency (%)
False	506973	94.5%
True	29661	5.5%

year
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

2012	154227
2011	153453
2010	140679
2013	88275

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	2146536
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2010
2nd row	2010
3rd row	2010
4th row	2010
5th row	2010

Common Values

Value	Count	Frequency (%)
2012	154227	28.7%
2011	153453	28.6%
2010	140679	26.2%
2013	88275	16.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2012	154227	28.7%
2011	153453	28.6%
2010	140679	26.2%
2013	88275	16.4%

Most occurring characters

Value	Count	Frequency (%)
2	690861	32.2%
1	690087	32.1%
0	677313	31.6%
3	88275	4.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2146536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	690861	32.2%
1	690087	32.1%
0	677313	31.6%
3	88275	4.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2146536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	690861	32.2%
1	690087	32.1%
0	677313	31.6%
3	88275	4.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2146536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	690861	32.2%
1	690087	32.1%
0	677313	31.6%
3	88275	4.1%

month
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2952031

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.333808
Coefficient of variation (CV)	0.5295791
Kurtosis	-1.1222048
Mean	6.2952031
Median Absolute Deviation (MAD)	3
Skewness	0.15184977
Sum	3378220
Variance	11.114276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	53128	9.9%
4	53119	9.9%
7	52712	9.8%
5	50040	9.3%
6	49841	9.3%
2	47376	8.8%
12	41767	7.8%
11	38437	7.2%
10	38362	7.1%
9	38339	7.1%
Other values (2)	73513	13.7%

Value	Count	Frequency (%)
1	35344	6.6%
2	47376	8.8%
3	53128	9.9%
4	53119	9.9%
5	50040	9.3%
6	49841	9.3%
7	52712	9.8%
8	38169	7.1%
9	38339	7.1%
10	38362	7.1%

Value	Count	Frequency (%)
12	41767	7.8%
11	38437	7.2%
10	38362	7.1%
9	38339	7.1%
8	38169	7.1%
7	52712	9.8%
6	49841	9.3%
5	50040	9.3%
4	53119	9.9%
3	53128	9.9%

week
Real number (ℝ)

High correlation

Distinct	52
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.231581

Minimum	1
Maximum	52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	13
median	24
Q3	37
95-th percentile	50
Maximum	52
Range	51
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	14.554119
Coefficient of variation (CV)	0.57682154
Kurtosis	-1.1108094
Mean	25.231581
Median Absolute Deviation (MAD)	12
Skewness	0.161594
Sum	13540124
Variance	211.82238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	11913	2.2%
6	11859	2.2%
9	11830	2.2%
10	11830	2.2%
15	11821	2.2%
19	11816	2.2%
14	11815	2.2%
16	11811	2.2%
5	11809	2.2%
18	11806	2.2%
Other values (42)	418324	78.0%

Value	Count	Frequency (%)
1	8867	1.7%
2	8838	1.6%
3	8827	1.6%
4	8812	1.6%
5	11809	2.2%
6	11859	2.2%
7	11913	2.2%
8	11795	2.2%
9	11830	2.2%
10	11830	2.2%

Value	Count	Frequency (%)
52	8934	1.7%
51	8985	1.7%
50	8958	1.7%
49	8947	1.7%
48	8905	1.7%
47	8935	1.7%
46	8833	1.6%
45	8864	1.7%
44	8843	1.6%
43	8855	1.7%

lag1_weekly_sales
Real number (ℝ)

High correlation Zeros

Distinct	358786
Distinct (%)	67.3%
Missing	3342
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	12633.406

Minimum	0
Maximum	693099.36
Zeros	113228
Zeros (%)	21.1%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	62.1125
median	4201.51
Q3	15615.45
95-th percentile	55074.468
Maximum	693099.36
Range	693099.36
Interquartile range (IQR)	15553.338

Descriptive statistics

Standard deviation	21213.982
Coefficient of variation (CV)	1.6791973
Kurtosis	24.591821
Mean	12633.406
Median Absolute Deviation (MAD)	4201.51
Skewness	3.5518573
Sum	6.7372944 × 10⁹
Variance	4.5003303 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113228	21.1%
10	349	0.1%
5	283	0.1%
20	231	< 0.1%
15	212	< 0.1%
12	168	< 0.1%
10.47	167	< 0.1%
1	162	< 0.1%
11.97	151	< 0.1%
2	146	< 0.1%
Other values (358776)	418195	77.9%
(Missing)	3342	0.6%

Value	Count	Frequency (%)
0	113228	21.1%
0.01	33	< 0.1%
0.02	38	< 0.1%
0.03	13	< 0.1%
0.04	20	< 0.1%
0.05	9	< 0.1%
0.06	23	< 0.1%
0.07	12	< 0.1%
0.08	21	< 0.1%
0.09	3	< 0.1%

Value	Count	Frequency (%)
693099.36	1	< 0.1%
649770.18	1	< 0.1%
630999.19	1	< 0.1%
627962.93	1	< 0.1%
474330.1	1	< 0.1%
422306.25	1	< 0.1%
420586.57	1	< 0.1%
406988.63	1	< 0.1%
404245.03	1	< 0.1%
393705.2	1	< 0.1%

rolling_avg_4weeks
Real number (ℝ)

High correlation Missing Zeros

Distinct	399926
Distinct (%)	75.9%
Missing	9941
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	12651.872

Minimum	0
Maximum	339472.76
Zeros	105744
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	4.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	105.0875
median	4347.8375
Q3	15789.12
95-th percentile	54730.856
Maximum	339472.76
Range	339472.76
Interquartile range (IQR)	15684.033

Descriptive statistics

Standard deviation	20735.369
Coefficient of variation (CV)	1.6389171
Kurtosis	13.478833
Mean	12651.872
Median Absolute Deviation (MAD)	4347.8375
Skewness	3.1006095
Sum	6.6636522 × 10⁹
Variance	4.2995553 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105744	19.7%
3.75	46	< 0.1%
15	36	< 0.1%
17.5	32	< 0.1%
10	30	< 0.1%
12.5	28	< 0.1%
5	28	< 0.1%
8.75	28	< 0.1%
96.8	27	< 0.1%
99	27	< 0.1%
Other values (399916)	420667	78.4%
(Missing)	9941	1.9%

Value	Count	Frequency (%)
0	105744	19.7%
0.0025	1	< 0.1%
0.005	1	< 0.1%
0.0075	1	< 0.1%
0.01	2	< 0.1%
0.0125	1	< 0.1%
0.015	2	< 0.1%
0.0175	1	< 0.1%
0.02	3	< 0.1%
0.0225	2	< 0.1%

Value	Count	Frequency (%)
339472.7575	1	< 0.1%
304916.97	1	< 0.1%
301363.6975	1	< 0.1%
276995.57	1	< 0.1%
275834.4775	1	< 0.1%
275824.745	1	< 0.1%
273813.13	1	< 0.1%
272014.385	1	< 0.1%
267259.175	1	< 0.1%
249502.33	1	< 0.1%

Interactions

Correlations

	cpi	dept	fuel_price	isholiday	lag1_weekly_sales	markdown1	markdown2	markdown3	markdown4	markdown5	month	rolling_avg_4weeks	size	store	temperature	type	unemployment	week	weekly_sales	year
cpi	1.000	-0.009	-0.041	0.034	-0.123	-0.017	-0.099	-0.111	-0.063	0.021	-0.003	-0.121	-0.005	-0.227	0.173	0.183	-0.391	0.001	-0.125	0.299
dept	-0.009	1.000	0.003	0.000	-0.009	0.002	0.003	0.006	0.007	0.006	0.001	-0.010	0.011	0.014	0.001	0.080	0.005	0.001	-0.009	0.012
fuel_price	-0.041	0.003	1.000	0.136	0.000	0.163	-0.155	-0.218	0.073	-0.088	-0.046	-0.002	0.004	0.074	0.128	0.088	-0.060	-0.035	0.002	0.652
isholiday	0.034	0.000	0.136	1.000	0.037	0.057	0.359	0.458	0.115	0.060	0.334	0.031	0.000	0.000	0.186	0.000	0.054	0.384	0.035	0.134
lag1_weekly_sales	-0.123	-0.009	0.000	0.037	1.000	0.191	0.056	0.127	0.105	0.208	0.100	0.986	0.290	-0.065	-0.021	0.086	0.145	0.092	0.983	0.046
markdown1	-0.017	0.002	0.163	0.057	0.191	1.000	0.206	0.154	0.759	0.508	-0.169	0.190	0.499	-0.212	0.002	0.172	0.064	-0.189	0.192	0.144
markdown2	-0.099	0.003	-0.155	0.359	0.056	0.206	1.000	0.066	0.116	0.152	-0.431	0.057	0.149	0.009	-0.462	0.066	0.060	-0.434	0.032	0.259
markdown3	-0.111	0.006	-0.218	0.458	0.127	0.154	0.066	1.000	0.002	0.244	0.287	0.131	0.300	-0.065	-0.257	0.065	0.043	0.274	0.135	0.323
markdown4	-0.063	0.007	0.073	0.115	0.105	0.759	0.116	0.002	1.000	0.380	-0.104	0.101	0.288	-0.039	0.141	0.066	0.038	-0.132	0.112	0.132
markdown5	0.021	0.006	-0.088	0.060	0.208	0.508	0.152	0.244	0.380	1.000	0.048	0.210	0.579	-0.156	-0.071	0.094	-0.019	0.032	0.208	0.229
month	-0.003	0.001	-0.046	0.334	0.100	-0.169	-0.431	0.287	-0.104	0.048	1.000	0.119	-0.001	0.001	0.241	0.000	0.010	0.996	0.084	0.208
rolling_avg_4weeks	-0.121	-0.010	-0.002	0.031	0.986	0.190	0.057	0.131	0.101	0.210	0.119	1.000	0.293	-0.067	-0.025	0.111	0.140	0.110	0.975	0.094
size	-0.005	0.011	0.004	0.000	0.290	0.499	0.149	0.300	0.288	0.579	-0.001	0.293	1.000	-0.160	-0.043	0.851	-0.066	-0.001	0.290	0.001
store	-0.227	0.014	0.074	0.000	-0.065	-0.212	0.009	-0.065	-0.039	-0.156	0.001	-0.067	-0.160	1.000	-0.057	0.538	0.279	0.001	-0.064	0.000
temperature	0.173	0.001	0.128	0.186	-0.021	0.002	-0.462	-0.257	0.141	-0.071	0.241	-0.025	-0.043	-0.057	1.000	0.123	0.030	0.243	-0.020	0.113
type	0.183	0.080	0.088	0.000	0.086	0.172	0.066	0.065	0.066	0.094	0.000	0.111	0.851	0.538	0.123	1.000	0.181	0.000	0.086	0.003
unemployment	-0.391	0.005	-0.060	0.054	0.145	0.064	0.060	0.043	0.038	-0.019	0.010	0.140	-0.066	0.279	0.030	0.181	1.000	0.005	0.149	0.272
week	0.001	0.001	-0.035	0.384	0.092	-0.189	-0.434	0.274	-0.132	0.032	0.996	0.110	-0.001	0.001	0.243	0.000	0.005	1.000	0.076	0.198
weekly_sales	-0.125	-0.009	0.002	0.035	0.983	0.192	0.032	0.135	0.112	0.208	0.084	0.975	0.290	-0.064	-0.020	0.086	0.149	0.076	1.000	0.046
year	0.299	0.012	0.652	0.134	0.046	0.144	0.259	0.323	0.132	0.229	0.208	0.094	0.001	0.000	0.113	0.003	0.272	0.198	0.046	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	store	dept	date	weekly_sales	temperature	fuel_price	markdown1	markdown2	markdown3	markdown4	markdown5	cpi	unemployment	type	size	isholiday	year	month	week	lag1_weekly_sales	rolling_avg_4weeks
0	1	1	2010-02-05	24924.50	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
1	1	2	2010-02-05	50605.27	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
2	1	3	2010-02-05	13740.12	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
3	1	4	2010-02-05	39954.04	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
4	1	5	2010-02-05	32229.38	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
5	1	6	2010-02-05	5749.03	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
6	1	7	2010-02-05	21084.08	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
7	1	8	2010-02-05	40129.01	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
8	1	9	2010-02-05	16930.99	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN
9	1	10	2010-02-05	30721.50	42.31	2.572	NaN	NaN	NaN	NaN	NaN	211.096358	8.106	A	151315.0	False	2010	2	5	NaN	NaN

	store	dept	date	temperature	fuel_price	markdown1	markdown2	markdown3	markdown4	markdown5	cpi	unemployment	type	size	isholiday	year	month	week
536624	45	85	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536625	45	87	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536626	45	90	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536627	45	91	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536628	45	92	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536629	45	93	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536630	45	94	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536631	45	95	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536632	45	97	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30
536633	45	98	2013-07-26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	192.308899	8.667	NaN	NaN	False	2013	7	30

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample